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LaTeX-examples/tikz/activation-functions/activation-functions.tex
2017-05-17 11:20:48 +02:00

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\documentclass[varwidth=false, border=2pt]{standalone}
\usepackage{pgfplots}
\usepackage{tikz}
\usepackage{xcolor}
\begin{document}
\begin{tikzpicture}
\definecolor{color1}{HTML}{332288}
\definecolor{color2}{HTML}{FDB863}
\definecolor{color3}{HTML}{B2ABD2}
\definecolor{color4}{HTML}{5E3C99}
\begin{axis}[
legend pos=north west,
legend cell align={left},
axis x line=middle,
axis y line=middle,
x tick label style={/pgf/number format/fixed,
/pgf/number format/fixed zerofill,
/pgf/number format/precision=1},
y tick label style={/pgf/number format/fixed,
/pgf/number format/fixed zerofill,
/pgf/number format/precision=1},
grid = major,
width=16cm,
height=8cm,
grid style={dashed, gray!30},
xmin=-2, % start the diagram at this x-coordinate
xmax= 2, % end the diagram at this x-coordinate
ymin=-1, % start the diagram at this y-coordinate
ymax= 2, % end the diagram at this y-coordinate
%axis background/.style={fill=white},
xlabel=x,
ylabel=y,
tick align=outside,
enlargelimits=false]
% plot the stirling-formulae
\addplot[domain=-2:2, color1, ultra thick,samples=500] {1/(1+exp(-x))};
\addplot[domain=-2:2, color2, ultra thick,samples=500] {tanh(x)};
\addplot[domain=-2:2, color4, ultra thick,samples=500] {max(0, x)};
\addplot[domain=-2:2, color4, ultra thick,samples=500, dashed] {ln(exp(x) + 1)};
\addplot[domain=-2:2, color3, ultra thick,samples=500, dotted] {max(x, exp(x) - 1)};
\addlegendentry{$\varphi_1(x)=\frac{1}{1+e^{-x}}$}
\addlegendentry{$\varphi_2(x)=\tanh(x)$}
\addlegendentry{$\varphi_3(x)=\max(0, x)$}
\addlegendentry{$\varphi_4(x)=\log(e^x + 1)$}
\addlegendentry{$\varphi_5(x)=\max(x, e^x - 1)$}
\end{axis}
\end{tikzpicture}
\end{document}